Evidence map›Paper›PMID 41858808›Full record

ArticleJournal of pain research2026

Metabolic Syndrome and Low Back Pain: Evidence from Cross-Sectional and Mendelian Randomization Analysis.

Xingkun Wang, Dingnan Sun, Heng Duan, Yuxuan Yang, Hua Zhao

Abstract read
In one paragraph

Article in Journal of pain research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Xingkun WangDepartment of Orthopedics, Qilu Hospital of Shandong University, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, People's Republic of China.
Dingnan SunClinical Medical College of Jining Medical University, Jining Medical University, Jining, People's Republic of China.
Heng DuanDepartment of Orthopedics, Qilu Hospital of Shandong University, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, People's Republic of China.
Yuxuan YangDepartment of Orthopedics, Qilu Hospital of Shandong University, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, People's Republic of China.
Hua ZhaoDepartment of Orthopedics, Qilu Hospital of Shandong University, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Metabolic syndrome (MetS) and low back pain (LBP) are major health concerns, but their relationship remains unclear. Components of MetS, such as abdominal obesity and hypertension, may contribute to musculoskeletal degeneration. This study investigated the association and causality between MetS and LBP. Methods: We analyzed 5,523 adults (≥20 years) from NHANES 1999-2004 with complete MetS and LBP data. MetS was defined using National Cholesterol Education Program's Adult Treatment Panel III (ATPIII), International Diabetes Federation (IDF), and "modified World Health Organization (mWHO) criteria". Weighted logistic regression and stratified analyses assessed associations. Mediation analysis examined the role of C-reactive protein (CRP), and Mendelian randomization (MR) using GWAS summary statistics tested causal effects of MetS components on LBP. Results: MetS prevalence was higher in participants with LBP (IDF: 41.0% vs 34.4%; ATPIII: 31.6% vs 25.8%; mWHO: 25.6% vs 21.2%). Fully adjusted models confirmed significant associations: IDF (OR = 1.27; 95% CI: 1.06-1.53), ATPIII (OR = 1.26; 95% CI: 1.05-1.50), mWHO (OR = 1.21; 95% CI: 1.03-1.42). CRP did not mediate these associations. MR analysis supported causal effects of hypertension (OR = 2.34; 95% CI: 1.38-3.97; FDR p = 0.002) and waist circumference (OR = 1.45; 95% CI: 1.34-1.57; FDR p < 0.001) on LBP, while other MetS components showed no causal links. Conclusion: MetS is associated with LBP across multiple definitions, with genetic evidence implicating abdominal obesity and hypertension. Improving metabolic health may be a promising strategy to reduce LBP burden.

Indexed as

epidemiologylow back painmendelian randomizationmetabolic syndromeNHANES

Identifiers

PMID41858808
PMCPMC12998924

What Socratic holds

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.